Education

Books

Linear Algebra

• Gilbert Strang - Introduction to Linear Algebra
• Gilbert Strang - Linear Algebra and Learning from Data
• Schaum’s Outline of Linear Algebra

Machine Learning

• Christopher M. Bishop - Pattern Recognition and Machine Learning
• Kevin P. Murphy - Machine Learning: A Probabilistic Perspective
• Stephen Boyd - Convex Optimization

Multiple View Geometry

• Richard Hartley and Andrew Zisserman - Multiple View Geometry in computer vision
• Yi Ma - An Invitation to 3-D Vision: From Images to Geometric Models

Computer Vision

• Richard Szeliski - Computer Vision: Algorithms and Applications
• David Forsyth and Jean Ponce - Computer Vision: A Modern Approach

Calculus

• Christopher Essex and Robert A. Adams - Calculus: A Complete Course
• James Stewart - Calculus
• Paul’s Notes on Calculus

Deep Learning

• Ian Goodfellow, Yoshua Bengio, and Aaron Courville - Deep Learning
• Alfredo Canziani, Yann Lecun - Deep Learning, an Energy Perspective (early draft expected 2022 summer)

Computer Science

• Thomas cormen - Introduction to Algorithms
• Kenneth Rosen - Discrete Mathematics and Its Applications

Online Lectures

Linear Algebra

• Gilbert Strang - MIT 18.06SC Linear Algebra
• Gilbert Strang - MIT 18.065 MATRIX METHODS IN DA, SP, AND ML

Machine Learning

• Andrew NG - Stanford CS229: Machine Learning Course
• Yaser Abu-Mostafa - Caltech CS156: Machine Learning
• Dmitry Kobak - Tuebingen: Machine Learning

Multiple View Geometry and Photogrammetry

• Daniel Cremers - TUM: Multiple View Geometry
• Cyrill Stachniss - Photogrammetry I&II

Computer Vision

• Andreas Geiger - Tuebingen: Computer Vision
• Mubarak Shah - UCF: Computer Vision Video Lectures
• Daniel Cremers - TUM: Variational Methods for Computer Vision
• Laura Leal-Taixe - TUM: Computer Vision 3: Detection, Segmentation and Tracking

Deep Learning

• Yann LeCun & Alfredo Canziani - NYU: Deep Learning
• Fei-Fei Li’s team - CS231n: Deep Learning for Computer Vision
• Andreas Geiger - Tuebingen: Deep Learning

Fiction books

• Leo Tolstoy - what man lives by
• Yu Hua - to live
• Kurban Said - ali and nino
• Haruki Murakami - norwegian wood
• Mikhail Bulgakov - heart of a dog
• Stefan Zweig - fantastic night
• Antoine de Saint-Exupéry - the little prince
• Chinghiz Aitmatov - the white ship
• Chinghiz Aitmatov - the day lasts more than a hundred years
• Gabriel Garcia Marquez - one hundred years of solitude
• Gabriel Garcia Marquez - memories of my melancholy whores
• Arthur Golden - memoirs of a geisha
• Dale Carnegie - how to win friends and influence people
• George Orwell - 1984
• George Orwell - animal farm
• William Golding - lord of the flies
• Friedrich Nietzsche - thus spoke zarathustra
• Franz Kafka - the metamorphosis
• Anton Chekhov - ward no. 6
• Arthur Schopenhauer - metaphysics of love
• Harper Lee - to kill a mockingbird